Video Object Segmentation on DAVIS 2016 val

Metric: J (higher is better)

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#	Model↕	J▼	Extra Data	Paper	Date↕	Code
1	GSANet	88.3	No	Guided Slot Attention for Unsupervised Video Obj...	2023-03-15	Code
2	FakeFlow	88	No	Improving Unsupervised Video Object Segmentation...	2024-07-16	-
3	DEVA (DIS)	87.6	Yes	Tracking Anything with Decoupled Video Segmentat...	2023-09-07	Code
4	AMP	87.1	No	Adaptive Multi-source Predictor for Zero-shot Vi...	2023-03-18	Code
5	DPA	86.8	No	Dual Prototype Attention for Unsupervised Video ...	2022-11-22	Code
6	TMO (MiT-b1)	86.6	No	Treating Motion as Option to Reduce Motion Depen...	2022-09-04	Code
7	TMO (RN-101)	85.6	No	Treating Motion as Option to Reduce Motion Depen...	2022-09-04	Code
8	RTNet	85.6	No	-	-	Code
9	D2Conv3D	85.5	No	-	-	Code
10	PMN	85.4	No	Unsupervised Video Object Segmentation via Proto...	2022-09-08	Code
11	DLDA	84.9	Yes	Self-supervised Video Object Segmentation with D...	2024-01-25	-
12	IMP	84.5	No	Iteratively Selecting an Easy Reference Frame Ma...	2021-12-23	-
13	TransportNet	84.5	No	-	-	-
14	AMC-Net	84.5	No	-	-	Code
15	3DC-Seg	84.3	No	Making a Case for 3D Convolutions for Object Seg...	2020-08-26	Code
16	FSNet	83.4	No	Full-Duplex Strategy for Video Object Segmentation	2021-08-06	Code
17	DFNet	83.4	No	Learning Discriminative Feature with CRF for Uns...	2020-08-04	-
18	F2Net	83.1	No	F2Net: Learning to Focus on the Foreground for U...	2020-12-04	-
19	MATNet	82.4	No	Motion-Attentive Transition for Zero-Shot Video ...	2020-03-09	Code
20	WCS-Net	82.2	No	-	-	-
21	AD-Net	81.7	No	Anchor Diffusion for Unsupervised Video Object S...	2019-10-24	Code
22	AGNN	80.7	No	Zero-Shot Video Object Segmentation via Attentiv...	2020-01-19	Code
23	COSNet	80.5	No	See More, Know More: Unsupervised Video Object S...	2020-01-19	Code
24	AGS	79.7	No	-	-	Code
25	PDB	77.2	No	-	-	-

#1GSANetSOTA
88.3
J· 2023-03-15
Guided Slot Attention for Unsupervised Video Object Segmentation Code
#2FakeFlow
88
J· 2024-07-16
Improving Unsupervised Video Object Segmentation via Fake Flow Generation
#3DEVA (DIS)
87.6
J· Extra Data· 2023-09-07
Tracking Anything with Decoupled Video Segmentation Code
#4AMP
87.1
J· 2023-03-18
Adaptive Multi-source Predictor for Zero-shot Video Object Segmentation Code
#5DPASOTA
86.8
J· 2022-11-22
Dual Prototype Attention for Unsupervised Video Object Segmentation Code
#6TMO (MiT-b1)SOTA
86.6
J· 2022-09-04
Treating Motion as Option to Reduce Motion Dependency in Unsupervised Video Object Segmentation Code
#7TMO (RN-101)
85.6
J· 2022-09-04
Treating Motion as Option to Reduce Motion Dependency in Unsupervised Video Object Segmentation Code
#8RTNet
85.6
J
No paperCode
#9D2Conv3D
85.5
J
No paperCode
#10PMN
85.4
J· 2022-09-08
Unsupervised Video Object Segmentation via Prototype Memory Network Code
#11DLDA
84.9
J· Extra Data· 2024-01-25
Self-supervised Video Object Segmentation with Distillation Learning of Deformable Attention
#12IMPSOTA
84.5
J· 2021-12-23
Iteratively Selecting an Easy Reference Frame Makes Unsupervised Video Object Segmentation Easier
#13TransportNet
84.5
J
No paper
#14AMC-Net
84.5
J
No paperCode
#153DC-SegSOTA
84.3
J· 2020-08-26
Making a Case for 3D Convolutions for Object Segmentation in Videos Code
#16FSNet
83.4
J· 2021-08-06
Full-Duplex Strategy for Video Object Segmentation Code
#17DFNetSOTA
83.4
J· 2020-08-04
Learning Discriminative Feature with CRF for Unsupervised Video Object Segmentation
#18F2Net
83.1
J· 2020-12-04
F2Net: Learning to Focus on the Foreground for Unsupervised Video Object Segmentation
#19MATNetSOTA
82.4
J· 2020-03-09
Motion-Attentive Transition for Zero-Shot Video Object Segmentation Code
#20WCS-Net
82.2
J
No paper
#21AD-NetSOTA
81.7
J· 2019-10-24
Anchor Diffusion for Unsupervised Video Object Segmentation Code
#22AGNN
80.7
J· 2020-01-19
Zero-Shot Video Object Segmentation via Attentive Graph Neural Networks Code
#23COSNet
80.5
J· 2020-01-19
See More, Know More: Unsupervised Video Object Segmentation with Co-Attention Siamese Networks Code
#24AGS
79.7
J
No paperCode
#25PDB
77.2
J
No paper